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--- |
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configs: |
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- config_name: default |
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data_files: '*.tsv' |
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sep: ' ' |
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size_categories: |
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- n<1K |
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--- |
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Cloned the GitHub repo for easier viewing and embedding the above table as once requested by @reach-vb: https://github.com/Vaibhavs10/open-tts-tracker/issues/30#issuecomment-1946367525 |
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## Legend |
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for the above TTS capability table |
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* Processor ⚡ - Inference done by |
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* CPU (CPU**s** = multithreaded) - All models can be run on CPU, so real-time factor should be below 2.0 to qualify for CPU tag, though some more leeway can be given if it supports audio streaming |
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* CUDA by *NVIDIA*™ |
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* ROCm by *AMD*™ |
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* Phonetic alphabet 🔤 - Phonetic transcription that allows to control pronunciation of words before inference |
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* [IPA](https://en.wikipedia.org/wiki/International_Phonetic_Alphabet) - International Phonetic Alphabet |
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* [ARPAbet](https://en.wikipedia.org/wiki/ARPABET) - American English focused phonetics |
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* Insta-clone 👥 - Zero-shot model for quick voice cloning |
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* Emotion control 🎭 - Able to force an emotional state of speaker |
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* 🎭 <# emotions> |
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* 😡 anger |
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* 😃 happiness |
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* 😭 sadness |
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* 😯 surprise |
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* 🤫 whispering |
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* 😊 friendlyness |
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* strict insta-clone switch 🎭👥 - cloned on sample with specific emotion; may sound different than normal speaking voice; no ability to go in-between states |
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* strict control through prompt 🎭📖 - prompt input parameter |
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* Prompting 📖 - Also a side effect of narrator based datasets and a way to affect the emotional state |
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* 📖 - Prompt as a separate input parameter |
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* 🗣📖 - The prompt itself is also spoken by TTS; [ElevenLabs docs](https://elevenlabs.io/docs/speech-synthesis/prompting#emotion) |
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* Streaming support 🌊 - Can playback audio while it is still being generated |
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* Speech control 🎚 - Ability to change the pitch, duration etc. of generated speech |
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* Voice conversion / Speech-To-Speech support 🦜 - Streaming support implies real-time S2S; S2T=>T2S does not count |
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* Longform synthesis - Able to synthesis whole paragraphs |
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A _null_ value means unfilled/unknown. 🤷♂️ Please create pull requests to update the info on the models. |
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| Name | GitHub | Weights | License | Fine-tune | Languages | Paper | Demo | Issues | |
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|---|---|---|---|---|---|---|---|---| |
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| AI4Bharat | [Repo](https://github.com/AI4Bharat/Indic-TTS) | [Hub](https://huggingface.co/ai4bharat) | [MIT](https://github.com/AI4Bharat/Indic-TTS/blob/master/LICENSE.txt) | [Yes](https://github.com/AI4Bharat/Indic-TTS?tab=readme-ov-file#training-steps) | Indic | [Paper](https://arxiv.org/abs/2211.09536) | [Demo](https://models.ai4bharat.org/#/tts) | |
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| Amphion | [Repo](https://github.com/open-mmlab/Amphion) | [Hub](https://huggingface.co/amphion) | [MIT](https://github.com/open-mmlab/Amphion/blob/main/LICENSE) | No | Multilingual | [Paper](https://arxiv.org/abs/2312.09911) | [🤗 Space](https://huggingface.co/amphion) | | |
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| Bark | [Repo](https://github.com/huggingface/transformers/tree/main/src/transformers/models/bark) | [Hub](https://huggingface.co/suno/bark) | [MIT](https://github.com/suno-ai/bark/blob/main/LICENSE) | No | Multilingual | [Paper](https://arxiv.org/abs/2209.03143) | [🤗 Space](https://huggingface.co/spaces/suno/bark) | | |
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| EmotiVoice | [Repo](https://github.com/netease-youdao/EmotiVoice) | [GDrive](https://drive.google.com/drive/folders/1y6Xwj_GG9ulsAonca_unSGbJ4lxbNymM) | [Apache 2.0](https://github.com/netease-youdao/EmotiVoice/blob/main/LICENSE) | [Yes](https://github.com/netease-youdao/EmotiVoice/wiki/Voice-Cloning-with-your-personal-data) | ZH + EN | Not Available | Not Available | Separate [GUI agreement](https://github.com/netease-youdao/EmotiVoice/blob/main/EmotiVoice_UserAgreement_%E6%98%93%E9%AD%94%E5%A3%B0%E7%94%A8%E6%88%B7%E5%8D%8F%E8%AE%AE.pdf) | |
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| F5-TTS | [Repo](https://github.com/SWivid/F5-TTS) | [Hub](https://huggingface.co/SWivid/F5-TTS) | [MIT](https://github.com/SWivid/F5-TTS/blob/master/LICENSE) | Yes | ZH + EN | [Paper](https://arxiv.org/abs/2410.06885) | [🤗 Space](https://huggingface.co/spaces/mrfakename/E2-F5-TTS) | | |
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| Glow-TTS | [Repo](https://github.com/jaywalnut310/glow-tts) | [GDrive](https://drive.google.com/file/d/1JiCMBVTG4BMREK8cT3MYck1MgYvwASL0/view) | [MIT](https://github.com/jaywalnut310/glow-tts/blob/master/LICENSE) | [Yes](https://github.com/jaywalnut310/glow-tts?tab=readme-ov-file#2-pre-requisites) | English | [Paper](https://arxiv.org/abs/2005.11129) | [GH Pages](https://jaywalnut310.github.io/glow-tts-demo/index.html) | | |
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| GPT-SoVITS | [Repo](https://github.com/RVC-Boss/GPT-SoVITS) | [Hub](https://huggingface.co/lj1995/GPT-SoVITS) | [MIT](https://github.com/RVC-Boss/GPT-SoVITS/blob/main/LICENSE) | [Yes](https://github.com/RVC-Boss/GPT-SoVITS?tab=readme-ov-file#pretrained-models) | Multilingual | Not Available | Not Available | | |
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| HierSpeech++ | [Repo](https://github.com/sh-lee-prml/HierSpeechpp) | [GDrive](https://drive.google.com/drive/folders/1-L_90BlCkbPyKWWHTUjt5Fsu3kz0du0w) | [MIT](https://github.com/sh-lee-prml/HierSpeechpp/blob/main/LICENSE) | No | KR + EN | [Paper](https://arxiv.org/abs/2311.12454) | [🤗 Space](https://huggingface.co/spaces/LeeSangHoon/HierSpeech_TTS) | | |
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| IMS-Toucan | [Repo](https://github.com/DigitalPhonetics/IMS-Toucan) | [GH release](https://github.com/DigitalPhonetics/IMS-Toucan/tags) | [Apache 2.0](https://github.com/DigitalPhonetics/IMS-Toucan/blob/ToucanTTS/LICENSE) | [Yes](https://github.com/DigitalPhonetics/IMS-Toucan#build-a-toucantts-pipeline) | ALL\* | [Paper](https://arxiv.org/abs/2206.12229) | [🤗 Space](https://huggingface.co/spaces/Flux9665/IMS-Toucan) [🤗 Space](https://huggingface.co/spaces/Flux9665/MassivelyMultilingualTTS)\* | | |
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| MahaTTS | [Repo](https://github.com/dubverse-ai/MahaTTS) | [Hub](https://huggingface.co/Dubverse/MahaTTS) | [Apache 2.0](https://github.com/dubverse-ai/MahaTTS/blob/main/LICENSE) | No | English + Indic | Not Available | [Recordings](https://github.com/dubverse-ai/MahaTTS/blob/main/README.md#sample-outputs), [Colab](https://colab.research.google.com/drive/1qkZz2km-PX75P0f6mUb2y5e-uzub27NW?usp=sharing) | | |
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| Matcha-TTS | [Repo](https://github.com/shivammehta25/Matcha-TTS) | [GDrive](https://drive.google.com/drive/folders/17C_gYgEHOxI5ZypcfE_k1piKCtyR0isJ) | [MIT](https://github.com/shivammehta25/Matcha-TTS/blob/main/LICENSE) | [Yes](https://github.com/shivammehta25/Matcha-TTS/tree/main#train-with-your-own-dataset) | English | [Paper](https://arxiv.org/abs/2309.03199) | [🤗 Space](https://huggingface.co/spaces/shivammehta25/Matcha-TTS) | GPL-licensed phonemizer | |
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| MeloTTS | [Repo](https://github.com/myshell-ai/MeloTTS) | [Hub](https://huggingface.co/myshell-ai) | [MIT](https://github.com/myshell-ai/MeloTTS/blob/main/LICENSE) | Yes | Multilingual | Not Available | [🤗 Space](https://huggingface.co/spaces/mrfakename/MeloTTS) | | |
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| MetaVoice-1B | [Repo](https://github.com/metavoiceio/metavoice-src) | [Hub](https://huggingface.co/metavoiceio/metavoice-1B-v0.1/tree/main) | [Apache 2.0](https://github.com/metavoiceio/metavoice-src/blob/main/LICENSE) | [Yes](https://github.com/metavoiceio/metavoice-src?tab=readme-ov-file) | Multilingual | Not Available | [🤗 Space](https://huggingface.co/spaces/mrfakename/MetaVoice-1B-v0.1) | | |
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| Neural-HMM TTS | [Repo](https://github.com/shivammehta25/Neural-HMM) | [GitHub](https://github.com/shivammehta25/Neural-HMM/releases) | [MIT](https://github.com/shivammehta25/Neural-HMM/blob/main/LICENSE) | [Yes](https://github.com/shivammehta25/Neural-HMM?tab=readme-ov-file#setup-and-training-using-lj-speech) | English | [Paper](https://arxiv.org/abs/2108.13320) | [GH Pages](https://shivammehta25.github.io/Neural-HMM/) | | |
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| OpenVoice | [Repo](https://github.com/myshell-ai/OpenVoice) | [Hub](https://huggingface.co/myshell-ai/OpenVoice) | [MIT](https://github.com/myshell-ai/OpenVoice/blob/main/LICENSE) | No | Multilingual | [Paper](https://arxiv.org/abs/2312.01479) | [🤗 Space](https://huggingface.co/spaces/myshell-ai/OpenVoice) | | |
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| OverFlow TTS | [Repo](https://github.com/shivammehta25/OverFlow) | [GitHub](https://github.com/shivammehta25/OverFlow/releases) | [MIT](https://github.com/shivammehta25/OverFlow/blob/main/LICENSE) | [Yes](https://github.com/shivammehta25/OverFlow/tree/main?tab=readme-ov-file#setup-and-training-using-lj-speech) | English | [Paper](https://arxiv.org/abs/2211.06892) | [GH Pages](https://shivammehta25.github.io/OverFlow/) | | |
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| Parler TTS | [Repo](https://github.com/huggingface/parler-tts) | [Hub](https://huggingface.co/parler-tts/parler_tts_mini_v0.1) | [Apache 2.0](https://github.com/huggingface/parler-tts/blob/main/LICENSE) | [Yes](https://github.com/huggingface/parler-tts/tree/main/training) | English | Not Available | [🤗 Space](https://huggingface.co/spaces/parler-tts/parler_tts) | | |
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| pflowTTS | [Unofficial Repo](https://github.com/p0p4k/pflowtts_pytorch) | [GDrive](https://drive.google.com/drive/folders/1x-A2Ezmmiz01YqittO_GLYhngJXazaF0) | [MIT](https://github.com/p0p4k/pflowtts_pytorch/blob/master/LICENSE) | [Yes](https://github.com/p0p4k/pflowtts_pytorch#instructions-to-run) | English | [Paper](https://openreview.net/pdf?id=zNA7u7wtIN) | Not Available | GPL-licensed phonemizer | |
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| Pheme | [Repo](https://github.com/PolyAI-LDN/pheme) | [Hub](https://huggingface.co/PolyAI/pheme) | [CC-BY](https://github.com/PolyAI-LDN/pheme/blob/main/LICENSE) | [Yes](https://github.com/PolyAI-LDN/pheme#training) | English | [Paper](https://arxiv.org/abs/2401.02839) | [🤗 Space](https://huggingface.co/spaces/PolyAI/pheme) | | |
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| Piper | [Repo](https://github.com/rhasspy/piper) | [Hub](https://huggingface.co/datasets/rhasspy/piper-checkpoints/) | [MIT](https://github.com/rhasspy/piper/blob/master/LICENSE.md) | [Yes](https://github.com/rhasspy/piper/blob/master/TRAINING.md) | Multilingual | Not Available | Not Available | [GPL-licensed phonemizer](https://github.com/rhasspy/piper/issues/93) | |
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| RAD-MMM | [Repo](https://github.com/NVIDIA/RAD-MMM) | [GDrive](https://drive.google.com/file/d/1p8SEVHRlyLQpQnVP2Dc66RlqJVVRDCsJ/view) | [MIT](https://github.com/NVIDIA/RAD-MMM/blob/main/LICENSE) | [Yes](https://github.com/NVIDIA/RAD-MMM?tab=readme-ov-file#training) | Multilingual | [Paper](https://arxiv.org/pdf/2301.10335.pdf) | [Jupyter Notebook](https://github.com/NVIDIA/RAD-MMM/blob/main/inference.ipynb), [Webpage](https://research.nvidia.com/labs/adlr/projects/radmmm/) | | |
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| RAD-TTS | [Repo](https://github.com/NVIDIA/radtts) | [GDrive](https://drive.google.com/file/d/1Rb2VMUwQahGrnpFSlAhCPh7OpDN3xgOr/view?usp=sharing) | [MIT](https://github.com/NVIDIA/radtts/blob/main/LICENSE) | [Yes](https://github.com/NVIDIA/radtts#training-radtts-without-pitch-and-energy-conditioning) | English | [Paper](https://openreview.net/pdf?id=0NQwnnwAORi) | [GH Pages](https://nv-adlr.github.io/RADTTS) | | |
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| Silero | [Repo](https://github.com/snakers4/silero-models) | [GH links](https://github.com/snakers4/silero-models/blob/master/models.yml) | [CC BY-NC-SA](https://github.com/snakers4/silero-models/blob/master/LICENSE) | [No](https://github.com/snakers4/silero-models/discussions/78) | Multilingual | Not Available | Not Available | [Non Commercial](https://github.com/snakers4/silero-models/wiki/Licensing-and-Tiers) | |
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| StyleTTS 2 | [Repo](https://github.com/yl4579/StyleTTS2) | [Hub](https://huggingface.co/yl4579/StyleTTS2-LibriTTS/tree/main) | [MIT](https://github.com/yl4579/StyleTTS2/blob/main/LICENSE) | [Yes](https://github.com/yl4579/StyleTTS2#finetuning) | English | [Paper](https://arxiv.org/abs/2306.07691) | [🤗 Space](https://huggingface.co/spaces/styletts2/styletts2) | GPL-licensed phonemizer | |
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| Tacotron 2 | [Unofficial Repo](https://github.com/NVIDIA/tacotron2) | [GDrive](https://drive.google.com/file/d/1c5ZTuT7J08wLUoVZ2KkUs_VdZuJ86ZqA/view) | [BSD-3](https://github.com/NVIDIA/tacotron2/blob/master/LICENSE) | [Yes](https://github.com/NVIDIA/tacotron2/tree/master?tab=readme-ov-file#training) | English | [Paper](https://arxiv.org/abs/1712.05884) | [Webpage](https://google.github.io/tacotron/publications/tacotron2/) | | |
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| TorToiSe TTS | [Repo](https://github.com/neonbjb/tortoise-tts) | [Hub](https://huggingface.co/jbetker/tortoise-tts-v2) | [Apache 2.0](https://github.com/neonbjb/tortoise-tts/blob/main/LICENSE) | [Yes](https://git.ecker.tech/mrq/tortoise-tts) | English | [Technical report](https://arxiv.org/abs/2305.07243) | [🤗 Space](https://huggingface.co/spaces/Manmay/tortoise-tts) | | |
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| TTTS | [Repo](https://github.com/adelacvg/ttts) | [Hub](https://huggingface.co/adelacvg/TTTS) | [MPL 2.0](https://github.com/adelacvg/ttts/blob/master/LICENSE) | No | ZH | Not Available | [Colab](https://colab.research.google.com/github/adelacvg/ttts/blob/master/demo.ipynb), [🤗 Space](https://huggingface.co/spaces/mrfakename/TTTS) | | |
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| VALL-E | [Unofficial Repo](https://github.com/enhuiz/vall-e) | Not Available | [MIT](https://github.com/enhuiz/vall-e/blob/main/LICENSE) | [Yes](https://github.com/enhuiz/vall-e#get-started) | NA | [Paper](https://arxiv.org/abs/2301.02111) | Not Available | | |
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| VITS/ MMS-TTS | [Repo](https://github.com/huggingface/transformers/tree/7142bdfa90a3526cfbed7483ede3afbef7b63939/src/transformers/models/vits) | [Hub](https://huggingface.co/kakao-enterprise) / [MMS](https://huggingface.co/models?search=mms-tts) | [Apache 2.0](https://github.com/huggingface/transformers/blob/main/LICENSE) | [Yes](https://github.com/ylacombe/finetune-hf-vits) | English | [Paper](https://arxiv.org/abs/2106.06103) | [🤗 Space](https://huggingface.co/spaces/kakao-enterprise/vits) | GPL-licensed phonemizer | |
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| WhisperSpeech | [Repo](https://github.com/collabora/WhisperSpeech) | [Hub](https://huggingface.co/collabora/whisperspeech) | [MIT](https://github.com/collabora/WhisperSpeech/blob/main/LICENSE) | No | English, Polish | Not Available | [🤗 Space](https://huggingface.co/spaces/collabora/WhisperSpeech), [Recordings](https://github.com/collabora/WhisperSpeech/blob/main/README.md), [Colab](https://colab.research.google.com/github/collabora/WhisperSpeech/blob/8168a30f26627fcd15076d10c85d9e33c52204cf/Inference%20example.ipynb) | | |
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| XTTS | [Repo](https://github.com/coqui-ai/TTS) | [Hub](https://huggingface.co/coqui/XTTS-v2) | [CPML](https://coqui.ai/cpml) | [Yes](https://docs.coqui.ai/en/latest/models/xtts.html#training) | Multilingual | [Paper](https://arxiv.org/abs/2406.04904) | [🤗 Space](https://huggingface.co/spaces/coqui/xtts) | Non Commercial | |
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| xVASynth | [Repo](https://github.com/DanRuta/xVA-Synth) | [Hub](https://huggingface.co/Pendrokar/xvapitch) | [GPL-3.0](https://github.com/DanRuta/xVA-Synth/blob/master/LICENSE.md) | [Yes](https://github.com/DanRuta/xva-trainer) | Multilingual | [Papers](https://huggingface.co/Pendrokar/xvapitch) | [🤗 Space](https://huggingface.co/spaces/Pendrokar/xVASynth) | Base model trained on copyrighted materials. | |
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* *Multilingual* - Amount of supported languages is ever changing, check the Space and Hub which specific languages are supported |
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* *ALL* - Supports all natural languages; may not support artificial/contructed languages |
